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Cousin Larry is the son of June, James Timothy Possible (Kim's dad)'s sister. Jocelyn "Joss" Possible is the daughter of Slim Possible, James's older brother.
Mrs. Dr. Possible (as Ron calls her) is finally given a first name in The Graduation: Part One. Slim Possible calls her Annie, which explains why Kim's middle name is Anne.